“If you think that machine learning will give you a 100% boost, then a heuristic will get you 50% of the way there.”
Machine learning needs data, pipelines and good labels before it does anything. A heuristic needs an afternoon. Google’s own first rule says launch without ML. Plenty of companies start with the model because it sounds better in the pitch deck.